| Learning to Bound Counterfactual Inference from Observational, Biased and Randomised Data | Dec 6, 2022 | counterfactualCounterfactual Inference | CodeCode Available | 0 |
| Deep Counterfactual Networks with Propensity-Dropout | Jun 19, 2017 | Causal Inferencecounterfactual | CodeCode Available | 0 |
| The Structurally Complex with Additive Parent Causality (SCARY) Dataset | Apr 27, 2023 | Additive modelsCausal Discovery | CodeCode Available | 0 |
| A Double Machine Learning Approach for the Evaluation of COVID-19 Vaccine Effectiveness under the Test-Negative Design: Analysis of Québec Administrative Data | Oct 6, 2023 | Selection bias | CodeCode Available | 0 |
| Demographics Should Not Be the Reason of Toxicity: Mitigating Discrimination in Text Classifications with Instance Weighting | Apr 29, 2020 | Abusive LanguageGeneral Classification | CodeCode Available | 0 |
| Recursive Causal Structure Learning in the Presence of Latent Variables and Selection Bias | Oct 22, 2021 | Selection bias | CodeCode Available | 0 |
| Automated Dependence Plots | Dec 2, 2019 | Bias DetectionModel Selection | CodeCode Available | 0 |
| Bounding Counterfactuals under Selection Bias | Jul 26, 2022 | Selection bias | CodeCode Available | 0 |
| Differentiable Pareto-Smoothed Weighting for High-Dimensional Heterogeneous Treatment Effect Estimation | Apr 26, 2024 | Heterogeneous Treatment Effect EstimationRepresentation Learning | CodeCode Available | 0 |
| BOBA: Byzantine-Robust Federated Learning with Label Skewness | Aug 27, 2022 | Federated LearningSelection bias | CodeCode Available | 0 |
| DIRAS: Efficient LLM Annotation of Document Relevance in Retrieval Augmented Generation | Jun 20, 2024 | Information RetrievalRAG | CodeCode Available | 0 |
| Bias Reduction via Cooperative Bargaining in Synthetic Graph Dataset Generation | May 27, 2022 | BenchmarkingDataset Generation | CodeCode Available | 0 |
| Leveraging CORAL-Correlation Consistency Network for Semi-Supervised Left Atrium MRI Segmentation | Oct 21, 2024 | Image SegmentationMedical Image Segmentation | CodeCode Available | 0 |
| Batch-Mix Negative Sampling for Learning Recommendation Retrievers | Oct 21, 2023 | Collaborative FilteringSelection bias | CodeCode Available | 0 |
| Does Interference Exist When Training a Once-For-All Network? | Apr 20, 2022 | AllSelection bias | CodeCode Available | 0 |
| Double Robust Semi-Supervised Inference for the Mean: Selection Bias under MAR Labeling with Decaying Overlap | Apr 14, 2021 | Causal InferenceSelection bias | CodeCode Available | 0 |
| Doubly Calibrated Estimator for Recommendation on Data Missing Not At Random | Feb 26, 2024 | ImputationRecommendation Systems | CodeCode Available | 0 |
| Limits of Estimating Heterogeneous Treatment Effects: Guidelines for Practical Algorithm Design | Jul 1, 2018 | counterfactualGaussian Processes | CodeCode Available | 0 |
| LLM-Generated Feedback Supports Learning If Learners Choose to Use It | Jun 20, 2025 | Selection bias | CodeCode Available | 0 |
| Effects of sampling skewness of the importance-weighted risk estimator on model selection | Apr 19, 2018 | Model SelectionSelection bias | CodeCode Available | 0 |
| EGEAN: An Exposure-Guided Embedding Alignment Network for Post-Click Conversion Estimation | Dec 8, 2024 | Selection bias | CodeCode Available | 0 |
| Asymmetric Tri-training for Debiasing Missing-Not-At-Random Explicit Feedback | Sep 8, 2019 | Domain AdaptationMeta-Learning | CodeCode Available | 0 |
| Beyond the Selected Completely At Random Assumption for Learning from Positive and Unlabeled Data | Sep 10, 2018 | Selection bias | CodeCode Available | 0 |
| Local Constraint-Based Causal Discovery under Selection Bias | Mar 3, 2022 | Causal Discoveryscoring rule | CodeCode Available | 0 |
| Rethinking recidivism through a causal lens | Nov 19, 2020 | BIG-bench Machine LearningCausal Inference | CodeCode Available | 0 |
| Robust importance-weighted cross-validation under sample selection bias | Oct 17, 2017 | General ClassificationSelection bias | CodeCode Available | 0 |
| Entire Space Multi-Task Model: An Effective Approach for Estimating Post-Click Conversion Rate | Apr 21, 2018 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 0 |
| RE-SORT: Removing Spurious Correlation in Multilevel Interaction for CTR Prediction | Sep 26, 2023 | Click-Through Rate PredictionRecommendation Systems | CodeCode Available | 0 |
| Augmented prediction of a true class for Positive Unlabeled data under selection bias | Jul 14, 2024 | PredictionSelection bias | CodeCode Available | 0 |
| Generalized Lee Bounds | Aug 28, 2020 | Selection bias | CodeCode Available | 0 |
| ESCM^2: Entire Space Counterfactual Multi-Task Model for Post-Click Conversion Rate Estimation | Apr 3, 2022 | counterfactualRecommendation Systems | CodeCode Available | 0 |
| To Model or to Intervene: A Comparison of Counterfactual and Online Learning to Rank from User Interactions | Jul 15, 2019 | Benchmarkingcounterfactual | CodeCode Available | 0 |
| A Shocking Amount of the Web is Machine Translated: Insights from Multi-Way Parallelism | Jan 11, 2024 | Machine TranslationSelection bias | CodeCode Available | 0 |
| Measuring Alignment to Authoritarian State Media as Framing Bias | Dec 1, 2020 | Selection bias | CodeCode Available | 0 |
| Metric-DST: Mitigating Selection Bias Through Diversity-Guided Semi-Supervised Metric Learning | Nov 27, 2024 | DiversityFairness | CodeCode Available | 0 |
| Stable Heterogeneous Treatment Effect Estimation across Out-of-Distribution Populations | Jul 3, 2024 | counterfactualHeterogeneous Treatment Effect Estimation | CodeCode Available | 0 |
| Be Aware of the Neighborhood Effect: Modeling Selection Bias under Interference | Apr 30, 2024 | Causal InferenceRecommendation Systems | CodeCode Available | 0 |
| Underspecification in Language Modeling Tasks: A Causality-Informed Study of Gendered Pronoun Resolution | Sep 30, 2022 | Language ModelingLanguage Modelling | CodeCode Available | 0 |
| State-Building through Public Land Disposal? An Application of Matrix Completion for Counterfactual Prediction | Mar 19, 2019 | counterfactualMatrix Completion | CodeCode Available | 0 |
| Adaptive Unsupervised Self-training for Disfluency Detection | Oct 1, 2022 | Selection bias | CodeCode Available | 0 |
| Falsification before Extrapolation in Causal Effect Estimation | Sep 27, 2022 | Selection bias | CodeCode Available | 0 |
| Representation Learning for Treatment Effect Estimation from Observational Data | Dec 1, 2018 | Causal InferenceRepresentation Learning | CodeCode Available | 0 |
| Representation Learning Preserving Ignorability and Covariate Matching for Treatment Effects | Apr 29, 2025 | Representation LearningSelection bias | CodeCode Available | 0 |
| REST: Debiased Social Recommendation via Reconstructing Exposure Strategies | Jan 13, 2022 | counterfactualCounterfactual Reasoning | CodeCode Available | 0 |
| Monitoring machine learning (ML)-based risk prediction algorithms in the presence of confounding medical interventions | Nov 17, 2022 | Bayesian InferenceSelection bias | CodeCode Available | 0 |
| More Powerful Selective Kernel Tests for Feature Selection | Oct 14, 2019 | feature selectionSelection bias | CodeCode Available | 0 |
| Towards Systematic Monolingual NLP Surveys: GenA of Greek NLP | Jul 13, 2024 | Selection biasSystematic Literature Review | CodeCode Available | 0 |
| Rethinking Large-scale Pre-ranking System: Entire-chain Cross-domain Models | Oct 12, 2023 | Recommendation SystemsRe-Ranking | CodeCode Available | 0 |
| GABInsight: Exploring Gender-Activity Binding Bias in Vision-Language Models | Jul 30, 2024 | Image to textImage-to-Text Retrieval | CodeCode Available | 0 |
| Robust Difference-in-differences Models | Nov 12, 2022 | Selection bias | CodeCode Available | 0 |